Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 569 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 57.9 KiB |
| Average record size in memory | 104.2 B |
Variable types
| Numeric | 13 |
|---|
mean radius is highly overall correlated with radius error | High correlation |
mean smoothness is highly overall correlated with mean compactness and 2 other fields | High correlation |
mean compactness is highly overall correlated with mean smoothness and 4 other fields | High correlation |
mean symmetry is highly overall correlated with mean smoothness and 2 other fields | High correlation |
mean fractal dimension is highly overall correlated with mean smoothness | High correlation |
radius error is highly overall correlated with mean radius and 2 other fields | High correlation |
compactness error is highly overall correlated with mean compactness and 1 other fields | High correlation |
concave points error is highly overall correlated with mean compactness and 2 other fields | High correlation |
worst symmetry is highly overall correlated with mean symmetry | High correlation |
Reproduction
| Analysis started | 2023-05-03 20:12:16.017327 |
|---|---|
| Analysis finished | 2023-05-03 20:13:03.874397 |
| Duration | 47.86 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
mean radius
Real number (ℝ)
| Distinct | 443 |
|---|---|
| Distinct (%) | 77.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62177262 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.30558295 |
| Q1 | 0.49263675 |
| median | 0.6084351 |
| Q3 | 0.74620183 |
| 95-th percentile | 0.95353866 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.25356508 |
Descriptive statistics
| Standard deviation | 0.19549617 |
|---|---|
| Coefficient of variation (CV) | 0.31441746 |
| Kurtosis | -0.34161511 |
| Mean | 0.62177262 |
| Median Absolute Deviation (MAD) | 0.12340182 |
| Skewness | 0.0085739591 |
| Sum | 353.78862 |
| Variance | 0.038218751 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 14 | 2.5% |
| 0.539393423 | 4 | 0.7% |
| 0.7295259235 | 3 | 0.5% |
| 0.6383097949 | 3 | 0.5% |
| 0.5771455311 | 3 | 0.5% |
| 0.3742145532 | 3 | 0.5% |
| 0.4933924889 | 3 | 0.5% |
| 0.4424628915 | 3 | 0.5% |
| 0.5955764849 | 3 | 0.5% |
| 0.5690879155 | 3 | 0.5% |
| Other values (433) | 527 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.09807822056 | 1 | |
| 0.1029960638 | 1 | |
| 0.1069849718 | 1 | |
| 0.1610001175 | 1 | |
| 0.1637462928 | 1 | |
| 0.2045779551 | 1 | |
| 0.2075080142 | 1 | |
| 0.2076204808 | 1 | |
| 0.2098662779 | 1 |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 0.9949203509 | 1 | 0.2% |
| 0.9935581501 | 1 | 0.2% |
| 0.9901384538 | 1 | 0.2% |
| 0.9884209504 | 1 | 0.2% |
| 0.9818473296 | 1 | 0.2% |
| 0.9744935678 | 1 | 0.2% |
| 0.9723752044 | 1 | 0.2% |
| 0.9720213893 | 1 | 0.2% |
| 0.9666880833 | 1 | 0.2% |
mean texture
Real number (ℝ)
| Distinct | 473 |
|---|---|
| Distinct (%) | 83.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56237594 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.24485076 |
| Q1 | 0.42574036 |
| median | 0.56046197 |
| Q3 | 0.69231872 |
| 95-th percentile | 0.89670917 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.26657836 |
Descriptive statistics
| Standard deviation | 0.19447451 |
|---|---|
| Coefficient of variation (CV) | 0.34580873 |
| Kurtosis | -0.29243226 |
| Mean | 0.56237594 |
| Median Absolute Deviation (MAD) | 0.13269543 |
| Skewness | -0.0035675075 |
| Sum | 319.99191 |
| Variance | 0.037820335 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 7 | 1.2% |
| 0.3567466875 | 3 | 0.5% |
| 0.6372572028 | 3 | 0.5% |
| 0.5306717663 | 3 | 0.5% |
| 0.4929778313 | 3 | 0.5% |
| 0.4001269766 | 3 | 0.5% |
| 0.4617194631 | 3 | 0.5% |
| 0.5633012681 | 3 | 0.5% |
| 0.4611992129 | 3 | 0.5% |
| 0.6063756634 | 3 | 0.5% |
| Other values (463) | 535 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05368150862 | 1 | |
| 0.07982432821 | 1 | |
| 0.08738160326 | 1 | |
| 0.09263708054 | 1 | |
| 0.09413346547 | 1 | |
| 0.0963737552 | 1 | |
| 0.1214117901 | 1 | |
| 0.1578125698 | 1 | |
| 0.1647953342 | 1 |
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 0.9911889953 | 1 | 0.2% |
| 0.9860314911 | 1 | 0.2% |
| 0.9736891792 | 1 | 0.2% |
| 0.971728248 | 1 | 0.2% |
| 0.970419102 | 1 | 0.2% |
| 0.9691084649 | 1 | 0.2% |
| 0.9569137101 | 1 | 0.2% |
| 0.9519327637 | 1 | 0.2% |
| 0.9344959439 | 1 | 0.2% |
mean smoothness
Real number (ℝ)
| Distinct | 470 |
|---|---|
| Distinct (%) | 82.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56589336 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.28038799 |
| Q1 | 0.44334625 |
| median | 0.56920411 |
| Q3 | 0.68605991 |
| 95-th percentile | 0.84141341 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.24271366 |
Descriptive statistics
| Standard deviation | 0.17467595 |
|---|---|
| Coefficient of variation (CV) | 0.30867292 |
| Kurtosis | -0.16923299 |
| Mean | 0.56589336 |
| Median Absolute Deviation (MAD) | 0.12160709 |
| Skewness | -0.0026690856 |
| Sum | 321.99332 |
| Variance | 0.030511689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 5 | 0.9% |
| 0.6299808369 | 5 | 0.9% |
| 0.7122967582 | 4 | 0.7% |
| 0.687260486 | 4 | 0.7% |
| 0.7991058834 | 4 | 0.7% |
| 0.6812499178 | 3 | 0.5% |
| 0.6509033443 | 3 | 0.5% |
| 0.7205687557 | 3 | 0.5% |
| 0.7405085705 | 3 | 0.5% |
| 0.8081374657 | 3 | 0.5% |
| Other values (460) | 532 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.07942409403 | 1 | |
| 0.109534517 | 1 | |
| 0.1339794184 | 1 | |
| 0.1400739966 | 1 | |
| 0.1750404407 | 1 | |
| 0.1838656447 | 1 | |
| 0.1921657965 | 1 | |
| 0.1945522593 | 1 | |
| 0.1953469742 | 1 |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 0.9980057691 | 1 | 0.2% |
| 0.9887760546 | 1 | 0.2% |
| 0.9856900869 | 1 | 0.2% |
| 0.9524752628 | 1 | 0.2% |
| 0.947235402 | 1 | 0.2% |
| 0.9388229415 | 1 | 0.2% |
| 0.9335470855 | 1 | 0.2% |
| 0.9165697522 | 1 | 0.2% |
| 0.9144373471 | 1 | 0.2% |
mean compactness
Real number (ℝ)
| Distinct | 522 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60442071 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.27161464 |
| Q1 | 0.4551959 |
| median | 0.60127279 |
| Q3 | 0.74745163 |
| 95-th percentile | 0.9578989 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29225573 |
Descriptive statistics
| Standard deviation | 0.20300369 |
|---|---|
| Coefficient of variation (CV) | 0.33586489 |
| Kurtosis | -0.57914956 |
| Mean | 0.60442071 |
| Median Absolute Deviation (MAD) | 0.14617884 |
| Skewness | -0.010514498 |
| Sum | 343.91538 |
| Variance | 0.0412105 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 16 | 2.8% |
| 0.6919562699 | 3 | 0.5% |
| 0.7135590945 | 3 | 0.5% |
| 0.6782854123 | 2 | 0.4% |
| 0.2492443153 | 2 | 0.4% |
| 0.6805909299 | 2 | 0.4% |
| 0.7424136964 | 2 | 0.4% |
| 0.8136492199 | 2 | 0.4% |
| 0.6122777501 | 2 | 0.4% |
| 0.4096736326 | 2 | 0.4% |
| Other values (512) | 533 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.06756960753 | 1 | |
| 0.1119343809 | 1 | |
| 0.1153547652 | 1 | |
| 0.1714529864 | 1 | |
| 0.1827232512 | 1 | |
| 0.2031827962 | 1 | |
| 0.2037341054 | 1 | |
| 0.2098600851 | 1 | |
| 0.2164335514 | 1 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 0.9995531141 | 1 | 0.2% |
| 0.9979248485 | 1 | 0.2% |
| 0.9903274266 | 1 | 0.2% |
| 0.989706548 | 1 | 0.2% |
| 0.9890849299 | 1 | 0.2% |
| 0.9874236516 | 1 | 0.2% |
| 0.9830374474 | 1 | 0.2% |
| 0.9800926647 | 1 | 0.2% |
| 0.9724429594 | 1 | 0.2% |
mean symmetry
Real number (ℝ)
| Distinct | 419 |
|---|---|
| Distinct (%) | 73.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.59615764 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.30147395 |
| Q1 | 0.47050452 |
| median | 0.59816615 |
| Q3 | 0.70909704 |
| 95-th percentile | 0.91685843 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.23859252 |
Descriptive statistics
| Standard deviation | 0.18074584 |
|---|---|
| Coefficient of variation (CV) | 0.30318464 |
| Kurtosis | -0.024405332 |
| Mean | 0.59615764 |
| Median Absolute Deviation (MAD) | 0.11761278 |
| Skewness | -2.6869591 × 10-5 |
| Sum | 339.2137 |
| Variance | 0.032669058 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 14 | 2.5% |
| 0.5819105569 | 4 | 0.7% |
| 0.5421798148 | 4 | 0.7% |
| 0.4564589315 | 4 | 0.7% |
| 0.5443790667 | 4 | 0.7% |
| 0.667202324 | 4 | 0.7% |
| 0.3879617192 | 3 | 0.5% |
| 0.3796561239 | 3 | 0.5% |
| 0.3467375966 | 3 | 0.5% |
| 0.5465745427 | 3 | 0.5% |
| Other values (409) | 523 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.06030312895 | 1 | |
| 0.09827892258 | 1 | |
| 0.1106895117 | 1 | |
| 0.1158250488 | 1 | |
| 0.1700063604 | 1 | |
| 0.2000987854 | 1 | |
| 0.2029735509 | 1 | |
| 0.2304333287 | 1 | |
| 0.2323054556 | 1 |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 0.9974301662 | 1 | 0.2% |
| 0.9766845407 | 1 | 0.2% |
| 0.9682916737 | 1 | 0.2% |
| 0.965657629 | 1 | 0.2% |
| 0.9651301719 | 2 | 0.4% |
| 0.9640746082 | 1 | 0.2% |
| 0.9582534669 | 1 | 0.2% |
| 0.9550671552 | 1 | 0.2% |
| 0.9534710331 | 1 | 0.2% |
mean fractal dimension
Real number (ℝ)
| Distinct | 485 |
|---|---|
| Distinct (%) | 85.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56749164 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.23028553 |
| Q1 | 0.40919375 |
| median | 0.5603462 |
| Q3 | 0.70919159 |
| 95-th percentile | 0.94987744 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29999785 |
Descriptive statistics
| Standard deviation | 0.21227425 |
|---|---|
| Coefficient of variation (CV) | 0.37405705 |
| Kurtosis | -0.40341121 |
| Mean | 0.56749164 |
| Median Absolute Deviation (MAD) | 0.14972568 |
| Skewness | 0.028092927 |
| Sum | 322.90274 |
| Variance | 0.045060356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 15 | 2.6% |
| 0.4687174461 | 3 | 0.5% |
| 0.545473062 | 3 | 0.5% |
| 0.3636789957 | 3 | 0.5% |
| 0.4663012198 | 3 | 0.5% |
| 0.7573575854 | 3 | 0.5% |
| 0.4936767979 | 2 | 0.4% |
| 0.5513105404 | 2 | 0.4% |
| 0.4586040688 | 2 | 0.4% |
| 0.5079934375 | 2 | 0.4% |
| Other values (475) | 531 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0179517444 | 1 | |
| 0.018587675 | 1 | |
| 0.0306030015 | 1 | |
| 0.03687584275 | 1 | |
| 0.06284437334 | 1 | |
| 0.1106761318 | 1 | |
| 0.1112608917 | 1 | |
| 0.1159275482 | 1 | |
| 0.1378200126 | 1 |
| Value | Count | Frequency (%) |
| 1 | 15 | |
| 0.9992814394 | 1 | 0.2% |
| 0.993495757 | 1 | 0.2% |
| 0.9896626313 | 1 | 0.2% |
| 0.9863539522 | 1 | 0.2% |
| 0.9861695062 | 1 | 0.2% |
| 0.9830237114 | 1 | 0.2% |
| 0.9806050204 | 1 | 0.2% |
| 0.9772371971 | 1 | 0.2% |
| 0.9668089418 | 1 | 0.2% |
radius error
Real number (ℝ)
| Distinct | 503 |
|---|---|
| Distinct (%) | 88.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58809142 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.21206866 |
| Q1 | 0.41373313 |
| median | 0.58054995 |
| Q3 | 0.76125893 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3475258 |
Descriptive statistics
| Standard deviation | 0.23877834 |
|---|---|
| Coefficient of variation (CV) | 0.40602248 |
| Kurtosis | -0.69822528 |
| Mean | 0.58809142 |
| Median Absolute Deviation (MAD) | 0.17221555 |
| Skewness | 0.026902359 |
| Sum | 334.62402 |
| Variance | 0.057015094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 38 | 6.7% |
| 0.3860325492 | 3 | 0.5% |
| 0.5191427827 | 3 | 0.5% |
| 0.5524590094 | 2 | 0.4% |
| 0.4668151391 | 2 | 0.4% |
| 0.4753984699 | 2 | 0.4% |
| 0.3942981208 | 2 | 0.4% |
| 0.222162885 | 2 | 0.4% |
| 0.3520703813 | 2 | 0.4% |
| 0.4367907279 | 2 | 0.4% |
| Other values (493) | 511 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.01560834437 | 1 | |
| 0.0203545837 | 1 | |
| 0.02713119113 | 1 | |
| 0.03737907036 | 1 | |
| 0.04141945893 | 1 | |
| 0.04392799791 | 1 | |
| 0.04940221972 | 1 | |
| 0.07682945837 | 1 | |
| 0.09293668495 | 1 |
| Value | Count | Frequency (%) |
| 1 | 38 | |
| 0.9971946089 | 1 | 0.2% |
| 0.9941530867 | 1 | 0.2% |
| 0.9935413264 | 1 | 0.2% |
| 0.9930227763 | 1 | 0.2% |
| 0.992975594 | 1 | 0.2% |
| 0.9916043032 | 1 | 0.2% |
| 0.9886529234 | 1 | 0.2% |
| 0.9860602605 | 1 | 0.2% |
| 0.9846108816 | 1 | 0.2% |
texture error
Real number (ℝ)
| Distinct | 500 |
|---|---|
| Distinct (%) | 87.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55312914 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.18514271 |
| Q1 | 0.39867138 |
| median | 0.5474198 |
| Q3 | 0.70441763 |
| 95-th percentile | 0.94158878 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.30574625 |
Descriptive statistics
| Standard deviation | 0.22015874 |
|---|---|
| Coefficient of variation (CV) | 0.39802412 |
| Kurtosis | -0.43001112 |
| Mean | 0.55312914 |
| Median Absolute Deviation (MAD) | 0.15329554 |
| Skewness | -0.010358857 |
| Sum | 314.73048 |
| Variance | 0.048469872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 20 | 3.5% |
| 0.620639758 | 3 | 0.5% |
| 0.6552463115 | 3 | 0.5% |
| 0.4121157234 | 3 | 0.5% |
| 0.5674444498 | 3 | 0.5% |
| 0.4497765188 | 2 | 0.4% |
| 0.5166824294 | 2 | 0.4% |
| 0.5232496663 | 2 | 0.4% |
| 0.5900572933 | 2 | 0.4% |
| 0.6519476763 | 2 | 0.4% |
| Other values (490) | 527 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.002321154089 | 1 | |
| 0.003173781792 | 1 | |
| 0.03196268832 | 1 | |
| 0.04450638823 | 1 | |
| 0.05378311583 | 1 | |
| 0.06050173419 | 1 | |
| 0.08291607458 | 1 | |
| 0.08312621481 | 1 | |
| 0.09001635705 | 1 |
| Value | Count | Frequency (%) |
| 1 | 20 | |
| 0.9979366347 | 1 | 0.2% |
| 0.9763296166 | 1 | 0.2% |
| 0.9716164874 | 1 | 0.2% |
| 0.963428314 | 1 | 0.2% |
| 0.9610339883 | 1 | 0.2% |
| 0.955953611 | 1 | 0.2% |
| 0.9548795771 | 1 | 0.2% |
| 0.9489441928 | 1 | 0.2% |
| 0.9437793051 | 1 | 0.2% |
smoothness error
Real number (ℝ)
| Distinct | 520 |
|---|---|
| Distinct (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66496928 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.38259346 |
| Q1 | 0.55131941 |
| median | 0.65692666 |
| Q3 | 0.77974254 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.22842312 |
Descriptive statistics
| Standard deviation | 0.17337561 |
|---|---|
| Coefficient of variation (CV) | 0.26072725 |
| Kurtosis | -0.20826315 |
| Mean | 0.66496928 |
| Median Absolute Deviation (MAD) | 0.11653966 |
| Skewness | -0.00019132319 |
| Sum | 378.36752 |
| Variance | 0.030059102 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 30 | 5.3% |
| 0.6584198291 | 2 | 0.4% |
| 0.9085323483 | 2 | 0.4% |
| 0.6163012244 | 2 | 0.4% |
| 0.730693457 | 2 | 0.4% |
| 0.7581043404 | 2 | 0.4% |
| 0.7445180283 | 2 | 0.4% |
| 0.7391270647 | 2 | 0.4% |
| 0.665820297 | 2 | 0.4% |
| 0.5636781146 | 2 | 0.4% |
| Other values (510) | 521 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.2204306897 | 1 | |
| 0.2493196329 | 1 | |
| 0.2514340249 | 1 | |
| 0.2563333064 | 1 | |
| 0.2599766985 | 1 | |
| 0.3017555222 | 1 | |
| 0.3065058146 | 1 | |
| 0.3183429899 | 1 | |
| 0.3214123191 | 1 |
| Value | Count | Frequency (%) |
| 1 | 30 | |
| 0.9926830687 | 1 | 0.2% |
| 0.9898327461 | 1 | 0.2% |
| 0.9811846639 | 1 | 0.2% |
| 0.9770142634 | 1 | 0.2% |
| 0.9719642125 | 1 | 0.2% |
| 0.9706938241 | 1 | 0.2% |
| 0.9698451318 | 1 | 0.2% |
| 0.9595487638 | 1 | 0.2% |
| 0.9573771873 | 1 | 0.2% |
compactness error
Real number (ℝ)
| Distinct | 514 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62749857 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.33164496 |
| Q1 | 0.48060123 |
| median | 0.62040754 |
| Q3 | 0.77326135 |
| 95-th percentile | 0.99440258 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29266012 |
Descriptive statistics
| Standard deviation | 0.20052941 |
|---|---|
| Coefficient of variation (CV) | 0.31956951 |
| Kurtosis | -0.51223659 |
| Mean | 0.62749857 |
| Median Absolute Deviation (MAD) | 0.14841938 |
| Skewness | -0.012798768 |
| Sum | 357.04669 |
| Variance | 0.040212044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 28 | 4.9% |
| 0.6598964665 | 3 | 0.5% |
| 0.429560574 | 3 | 0.5% |
| 0.5817932759 | 3 | 0.5% |
| 0.551534128 | 2 | 0.4% |
| 0.5232434051 | 2 | 0.4% |
| 0.7525626066 | 2 | 0.4% |
| 0.5929835178 | 2 | 0.4% |
| 0.7662700549 | 2 | 0.4% |
| 0.4552769281 | 2 | 0.4% |
| Other values (504) | 520 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.07235336532 | 1 | |
| 0.1258508357 | 1 | |
| 0.1283632722 | 1 | |
| 0.1859805342 | 1 | |
| 0.1878690628 | 1 | |
| 0.1888942746 | 1 | |
| 0.1985215273 | 1 | |
| 0.1994019231 | 1 | |
| 0.2011005506 | 1 |
| Value | Count | Frequency (%) |
| 1 | 28 | |
| 0.9947187096 | 1 | 0.2% |
| 0.9939283754 | 1 | 0.2% |
| 0.9905681159 | 1 | 0.2% |
| 0.9897084691 | 1 | 0.2% |
| 0.9869333366 | 1 | 0.2% |
| 0.9855698961 | 1 | 0.2% |
| 0.9808881901 | 1 | 0.2% |
| 0.9716214481 | 1 | 0.2% |
| 0.9666500857 | 1 | 0.2% |
concave points error
Real number (ℝ)
| Distinct | 488 |
|---|---|
| Distinct (%) | 85.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.59403482 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.29641902 |
| Q1 | 0.4467703 |
| median | 0.59236931 |
| Q3 | 0.72518487 |
| 95-th percentile | 0.94547531 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.27841457 |
Descriptive statistics
| Standard deviation | 0.19501066 |
|---|---|
| Coefficient of variation (CV) | 0.32828153 |
| Kurtosis | -0.2455679 |
| Mean | 0.59403482 |
| Median Absolute Deviation (MAD) | 0.139762 |
| Skewness | -0.010334212 |
| Sum | 338.00581 |
| Variance | 0.038029158 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 19 | 3.3% |
| 0.4467703014 | 14 | 2.5% |
| 0.6206775695 | 3 | 0.5% |
| 0.5989897146 | 3 | 0.5% |
| 0.7340132277 | 3 | 0.5% |
| 0.5204110671 | 2 | 0.4% |
| 0.632893228 | 2 | 0.4% |
| 0.3519881457 | 2 | 0.4% |
| 0.6569823714 | 2 | 0.4% |
| 0.6270005488 | 2 | 0.4% |
| Other values (478) | 517 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.06689796406 | 1 | |
| 0.06895935346 | 1 | |
| 0.1243001134 | 1 | |
| 0.1259873475 | 1 | |
| 0.1438225761 | 1 | |
| 0.1547804861 | 1 | |
| 0.1631115669 | 1 | |
| 0.16824834 | 1 | |
| 0.1708383803 | 1 |
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 0.9989613896 | 1 | 0.2% |
| 0.98871722 | 1 | 0.2% |
| 0.9854189319 | 1 | 0.2% |
| 0.9843163501 | 1 | 0.2% |
| 0.9829911588 | 1 | 0.2% |
| 0.9702861326 | 1 | 0.2% |
| 0.950706594 | 1 | 0.2% |
| 0.9500143561 | 1 | 0.2% |
| 0.9470072867 | 1 | 0.2% |
symmetry error
Real number (ℝ)
| Distinct | 472 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63187306 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.31404307 |
| Q1 | 0.49300782 |
| median | 0.63085834 |
| Q3 | 0.76789757 |
| 95-th percentile | 0.98604406 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.27488975 |
Descriptive statistics
| Standard deviation | 0.19514411 |
|---|---|
| Coefficient of variation (CV) | 0.30883435 |
| Kurtosis | -0.50144787 |
| Mean | 0.63187306 |
| Median Absolute Deviation (MAD) | 0.13728784 |
| Skewness | 0.018853604 |
| Sum | 359.53577 |
| Variance | 0.038081223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 27 | 4.7% |
| 0.41007791 | 4 | 0.7% |
| 0.4646263141 | 3 | 0.5% |
| 0.6298493032 | 3 | 0.5% |
| 0.6345397999 | 3 | 0.5% |
| 0.5018353071 | 3 | 0.5% |
| 0.6853492919 | 3 | 0.5% |
| 0.548189832 | 3 | 0.5% |
| 0.6388538948 | 3 | 0.5% |
| 0.6476894429 | 3 | 0.5% |
| Other values (462) | 514 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.155018276 | 1 | |
| 0.1877526155 | 1 | |
| 0.2018597134 | 1 | |
| 0.213918577 | 1 | |
| 0.2322691624 | 1 | |
| 0.2329911083 | 1 | |
| 0.2344322707 | 1 | |
| 0.238019347 | 1 | |
| 0.2401608175 | 2 |
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 0.992885203 | 1 | 0.2% |
| 0.9868047524 | 1 | 0.2% |
| 0.9849030113 | 1 | 0.2% |
| 0.9826969437 | 1 | 0.2% |
| 0.9809229434 | 1 | 0.2% |
| 0.9763019866 | 1 | 0.2% |
| 0.9740460467 | 1 | 0.2% |
| 0.9737442588 | 1 | 0.2% |
| 0.9708654903 | 1 | 0.2% |
worst symmetry
Real number (ℝ)
| Distinct | 478 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.59118218 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.30206184 |
| Q1 | 0.46611534 |
| median | 0.5878361 |
| Q3 | 0.71041243 |
| 95-th percentile | 0.96666463 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.24429709 |
Descriptive statistics
| Standard deviation | 0.19075683 |
|---|---|
| Coefficient of variation (CV) | 0.32267013 |
| Kurtosis | 0.18499837 |
| Mean | 0.59118218 |
| Median Absolute Deviation (MAD) | 0.1225299 |
| Skewness | 0.001006939 |
| Sum | 336.38266 |
| Variance | 0.036388169 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 23 | 4.0% |
| 0.4160688139 | 3 | 0.5% |
| 0.6409675599 | 3 | 0.5% |
| 0.3475638531 | 3 | 0.5% |
| 0.7159310328 | 3 | 0.5% |
| 0.6874018226 | 3 | 0.5% |
| 0.4101297193 | 3 | 0.5% |
| 0.722389386 | 2 | 0.4% |
| 0.669326108 | 2 | 0.4% |
| 0.5240335115 | 2 | 0.4% |
| Other values (468) | 522 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0006203088567 | 1 | |
| 0.02332185482 | 1 | |
| 0.05029732153 | 1 | |
| 0.0526625634 | 1 | |
| 0.08752914879 | 1 | |
| 0.1273782435 | 2 | |
| 0.142697085 | 1 | |
| 0.1684630488 | 1 | |
| 0.1847834301 | 1 |
| Value | Count | Frequency (%) |
| 1 | 23 | |
| 0.9904745798 | 1 | 0.2% |
| 0.9838242083 | 1 | 0.2% |
| 0.9761031343 | 1 | 0.2% |
| 0.9737767733 | 1 | 0.2% |
| 0.973259171 | 1 | 0.2% |
| 0.9678103749 | 1 | 0.2% |
| 0.964946007 | 1 | 0.2% |
| 0.9623358888 | 1 | 0.2% |
| 0.9576228315 | 1 | 0.2% |
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mean radius | 1.000 | 0.341 | 0.148 | 0.497 | 0.120 | -0.350 | 0.550 | -0.145 | -0.327 | 0.265 | 0.394 | -0.242 | 0.175 |
| mean texture | 0.341 | 1.000 | 0.025 | 0.266 | 0.110 | -0.059 | 0.364 | 0.450 | 0.038 | 0.264 | 0.248 | 0.008 | 0.121 |
| mean smoothness | 0.148 | 0.025 | 1.000 | 0.679 | 0.542 | 0.588 | 0.333 | 0.092 | 0.339 | 0.392 | 0.439 | 0.150 | 0.394 |
| mean compactness | 0.497 | 0.266 | 0.679 | 1.000 | 0.552 | 0.499 | 0.507 | 0.048 | 0.127 | 0.818 | 0.725 | 0.098 | 0.450 |
| mean symmetry | 0.120 | 0.110 | 0.542 | 0.552 | 1.000 | 0.428 | 0.338 | 0.139 | 0.206 | 0.436 | 0.393 | 0.383 | 0.710 |
| mean fractal dimension | -0.350 | -0.059 | 0.588 | 0.499 | 0.428 | 1.000 | 0.002 | 0.157 | 0.401 | 0.481 | 0.299 | 0.314 | 0.296 |
| radius error | 0.550 | 0.364 | 0.333 | 0.507 | 0.338 | 0.002 | 1.000 | 0.310 | 0.223 | 0.428 | 0.613 | 0.241 | 0.147 |
| texture error | -0.145 | 0.450 | 0.092 | 0.048 | 0.139 | 0.157 | 0.310 | 1.000 | 0.444 | 0.230 | 0.285 | 0.389 | -0.120 |
| smoothness error | -0.327 | 0.038 | 0.339 | 0.127 | 0.206 | 0.401 | 0.223 | 0.444 | 1.000 | 0.284 | 0.368 | 0.473 | -0.067 |
| compactness error | 0.265 | 0.264 | 0.392 | 0.818 | 0.436 | 0.481 | 0.428 | 0.230 | 0.284 | 1.000 | 0.759 | 0.271 | 0.266 |
| concave points error | 0.394 | 0.248 | 0.439 | 0.725 | 0.393 | 0.299 | 0.613 | 0.285 | 0.368 | 0.759 | 1.000 | 0.290 | 0.129 |
| symmetry error | -0.242 | 0.008 | 0.150 | 0.098 | 0.383 | 0.314 | 0.241 | 0.389 | 0.473 | 0.271 | 0.290 | 1.000 | 0.281 |
| worst symmetry | 0.175 | 0.121 | 0.394 | 0.450 | 0.710 | 0.296 | 0.147 | -0.120 | -0.067 | 0.266 | 0.129 | 0.281 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.850590 | 0.053682 | 0.837202 | 1.000000 | 0.976685 | 0.999281 | 1.000000 | 0.440915 | 0.658420 | 0.917616 | 0.761022 | 0.905858 | 1.000000 |
| 1 | 0.953319 | 0.508515 | 0.420824 | 0.533259 | 0.612136 | 0.363679 | 0.816650 | 0.334177 | 0.556722 | 0.480601 | 0.682225 | 0.433087 | 0.561413 |
| 2 | 0.920240 | 0.668999 | 0.737005 | 0.837344 | 0.779271 | 0.502606 | 0.948555 | 0.369204 | 0.638493 | 0.845982 | 0.889945 | 0.742828 | 0.843557 |
| 3 | 0.471132 | 0.631062 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 0.776415 | 0.570256 | 0.836034 | 1.000000 | 0.840473 | 1.000000 | 1.000000 |
| 4 | 0.942995 | 0.322225 | 0.625023 | 0.755406 | 0.610050 | 0.456567 | 0.954767 | 0.365596 | 0.953006 | 0.680655 | 0.845284 | 0.589830 | 0.408001 |
| 5 | 0.547115 | 0.400127 | 0.938823 | 0.864747 | 0.790199 | 0.950669 | 0.595610 | 0.432217 | 0.738859 | 0.783621 | 0.609359 | 0.719877 | 0.946551 |
| 6 | 0.861780 | 0.613164 | 0.553269 | 0.670128 | 0.599570 | 0.397048 | 0.730133 | 0.360341 | 0.460738 | 0.497400 | 0.570845 | 0.422985 | 0.672022 |
| 7 | 0.629736 | 0.650850 | 0.842742 | 0.850009 | 0.854458 | 0.917697 | 0.847074 | 0.666261 | 0.818890 | 0.749896 | 0.717844 | 0.479472 | 0.715931 |
| 8 | 0.584447 | 0.693157 | 0.933547 | 0.922596 | 0.940092 | 0.904538 | 0.552938 | 0.493943 | 0.603081 | 0.799350 | 0.642351 | 0.713740 | 1.000000 |
| 9 | 0.547813 | 0.782494 | 0.839420 | 1.000000 | 0.755269 | 1.000000 | 0.538799 | 0.750642 | 0.714096 | 1.000000 | 0.712688 | 0.601762 | 1.000000 |
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 559 | 0.478118 | 0.778233 | 0.527005 | 0.642307 | 0.277334 | 0.696749 | 0.427804 | 1.000000 | 0.783067 | 0.744619 | 0.656982 | 0.480385 | 0.295006 |
| 560 | 0.650367 | 0.896709 | 0.612446 | 0.684029 | 0.405229 | 0.566432 | 0.636443 | 0.711269 | 0.721563 | 0.708614 | 0.772654 | 0.695693 | 0.358315 |
| 561 | 0.453753 | 0.971728 | 0.272035 | 0.221007 | 0.000000 | 0.285716 | 0.565206 | 1.000000 | 0.744452 | 0.365518 | 0.446770 | 0.668299 | 0.000620 |
| 562 | 0.716724 | 1.000000 | 0.680045 | 0.957899 | 0.814749 | 0.851243 | 0.471714 | 0.592774 | 0.495595 | 0.913204 | 0.767310 | 0.712052 | 0.973777 |
| 563 | 0.965973 | 0.822367 | 0.740509 | 0.989707 | 0.827144 | 0.783350 | 1.000000 | 0.506446 | 0.658420 | 0.871680 | 1.000000 | 0.688922 | 0.625991 |
| 564 | 0.988421 | 0.716794 | 0.753300 | 0.696429 | 0.550954 | 0.343517 | 1.000000 | 0.615421 | 0.897880 | 0.734192 | 0.982991 | 0.274040 | 0.270169 |
| 565 | 0.937012 | 0.934496 | 0.593732 | 0.647673 | 0.569761 | 0.300864 | 0.959140 | 1.000000 | 0.606397 | 0.675538 | 0.787860 | 0.639184 | 0.493282 |
| 566 | 0.787016 | 0.928737 | 0.418180 | 0.643136 | 0.447799 | 0.355027 | 0.739790 | 0.531242 | 0.617919 | 0.821221 | 0.751936 | 0.396311 | 0.343957 |
| 567 | 0.954415 | 0.970419 | 0.830534 | 1.000000 | 0.965130 | 0.818350 | 0.937788 | 0.749210 | 0.667981 | 1.000000 | 0.783799 | 0.761889 | 0.973259 |
| 568 | 0.106985 | 0.801659 | 0.000000 | 0.298573 | 0.445427 | 0.456975 | 0.662906 | 0.686590 | 0.716901 | 0.185981 | 0.446770 | 0.842615 | 0.605470 |